Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 1600 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 200.1 KiB |
| Average record size in memory | 128.1 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 5 |
snow has constant value "" | Constant |
day_of_week is highly overall correlated with weekday | High correlation |
dew is highly overall correlated with summertime and 1 other fields | High correlation |
hour_of_day is highly overall correlated with increase_stock | High correlation |
humidity is highly overall correlated with visibility | High correlation |
increase_stock is highly overall correlated with hour_of_day | High correlation |
month is highly overall correlated with summertime | High correlation |
summertime is highly overall correlated with dew and 2 other fields | High correlation |
temp is highly overall correlated with dew and 1 other fields | High correlation |
visibility is highly overall correlated with humidity | High correlation |
weekday is highly overall correlated with day_of_week | High correlation |
holiday is highly imbalanced (79.0%) | Imbalance |
hour_of_day has 84 (5.2%) zeros | Zeros |
day_of_week has 240 (15.0%) zeros | Zeros |
precip has 1445 (90.3%) zeros | Zeros |
snowdepth has 1542 (96.4%) zeros | Zeros |
windspeed has 66 (4.1%) zeros | Zeros |
cloudcover has 122 (7.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-11 12:14:33.505375 |
|---|---|
| Analysis finished | 2023-12-11 12:14:54.147822 |
| Duration | 20.64 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
hour_of_day
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 24 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.37125 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 84 |
| Zeros (%) | 5.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 12 |
| Q3 | 17 |
| 95-th percentile | 22 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 6.9483702 |
|---|---|
| Coefficient of variation (CV) | 0.61104718 |
| Kurtosis | -1.1768923 |
| Mean | 11.37125 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.012422467 |
| Sum | 18194 |
| Variance | 48.279848 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 0 | 84 | 5.2% |
| 16 | 83 | 5.2% |
| 13 | 78 | 4.9% |
| 7 | 77 | 4.8% |
| 23 | 77 | 4.8% |
| 17 | 72 | 4.5% |
| 21 | 71 | 4.4% |
| 14 | 70 | 4.4% |
| 3 | 69 | 4.3% |
| 4 | 69 | 4.3% |
| Other values (14) | 850 |
| Value | Count | Frequency (%) |
| 0 | 84 | |
| 1 | 67 | |
| 2 | 53 | |
| 3 | 69 | |
| 4 | 69 | |
| 5 | 67 | |
| 6 | 62 | |
| 7 | 77 | |
| 8 | 66 | |
| 9 | 63 |
| Value | Count | Frequency (%) |
| 23 | 77 | |
| 22 | 56 | |
| 21 | 71 | |
| 20 | 55 | |
| 19 | 57 | |
| 18 | 53 | |
| 17 | 72 | |
| 16 | 83 | |
| 15 | 64 | |
| 14 | 70 |
day_of_week
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0225 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 240 |
| Zeros (%) | 15.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.0129645 |
|---|---|
| Coefficient of variation (CV) | 0.66599323 |
| Kurtosis | -1.2567133 |
| Mean | 3.0225 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.037260916 |
| Sum | 4836 |
| Variance | 4.0520263 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 4 | 242 | |
| 0 | 240 | |
| 5 | 233 | |
| 6 | 231 | |
| 2 | 223 | |
| 3 | 220 | |
| 1 | 211 |
| Value | Count | Frequency (%) |
| 0 | 240 | |
| 1 | 211 | |
| 2 | 223 | |
| 3 | 220 | |
| 4 | 242 | |
| 5 | 233 | |
| 6 | 231 |
| Value | Count | Frequency (%) |
| 6 | 231 | |
| 5 | 233 | |
| 4 | 242 | |
| 3 | 220 | |
| 2 | 223 | |
| 1 | 211 | |
| 0 | 240 |
month
Real number (ℝ)
HIGH CORRELATION
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.46875 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.4547406 |
|---|---|
| Coefficient of variation (CV) | 0.53406619 |
| Kurtosis | -1.2202893 |
| Mean | 6.46875 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.040239033 |
| Sum | 10350 |
| Variance | 11.935233 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 3 | 147 | |
| 11 | 141 | |
| 4 | 140 | |
| 6 | 137 | |
| 7 | 136 | |
| 12 | 136 | |
| 5 | 133 | |
| 9 | 131 | |
| 2 | 131 | |
| 1 | 128 | |
| Other values (2) | 240 |
| Value | Count | Frequency (%) |
| 1 | 128 | |
| 2 | 131 | |
| 3 | 147 | |
| 4 | 140 | |
| 5 | 133 | |
| 6 | 137 | |
| 7 | 136 | |
| 8 | 121 | |
| 9 | 131 | |
| 10 | 119 |
| Value | Count | Frequency (%) |
| 12 | 136 | |
| 11 | 141 | |
| 10 | 119 | |
| 9 | 131 | |
| 8 | 121 | |
| 7 | 136 | |
| 6 | 137 | |
| 5 | 133 | |
| 4 | 140 | |
| 3 | 147 |
holiday
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.6 KiB |
| 0 | |
|---|---|
| 1 | 53 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1600 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1547 | |
| 1 | 53 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1547 | |
| 1 | 53 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1547 | |
| 1 | 53 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1600 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1547 | |
| 1 | 53 | 3.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1600 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1547 | |
| 1 | 53 | 3.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1600 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1547 | |
| 1 | 53 | 3.3% |
weekday
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.6 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1600 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1136 | |
| 0 | 464 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1136 | |
| 0 | 464 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1136 | |
| 0 | 464 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1600 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1136 | |
| 0 | 464 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1600 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1136 | |
| 0 | 464 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1600 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1136 | |
| 0 | 464 |
summertime
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.6 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1600 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1030 | |
| 0 | 570 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1030 | |
| 0 | 570 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1030 | |
| 0 | 570 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1600 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1030 | |
| 0 | 570 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1600 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1030 | |
| 0 | 570 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1600 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1030 | |
| 0 | 570 |
temp
Real number (ℝ)
HIGH CORRELATION
| Distinct | 343 |
|---|---|
| Distinct (%) | 21.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.210313 |
| Minimum | -9.1 |
|---|---|
| Maximum | 35.6 |
| Zeros | 4 |
| Zeros (%) | 0.2% |
| Negative | 65 |
| Negative (%) | 4.1% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | -9.1 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 7.7 |
| median | 15.5 |
| Q3 | 23.2 |
| 95-th percentile | 28.9 |
| Maximum | 35.6 |
| Range | 44.7 |
| Interquartile range (IQR) | 15.5 |
Descriptive statistics
| Standard deviation | 9.2647847 |
|---|---|
| Coefficient of variation (CV) | 0.60911205 |
| Kurtosis | -0.94665909 |
| Mean | 15.210313 |
| Median Absolute Deviation (MAD) | 7.7 |
| Skewness | -0.086542005 |
| Sum | 24336.5 |
| Variance | 85.836235 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23.2 | 19 | 1.2% |
| 4.9 | 19 | 1.2% |
| 22.7 | 18 | 1.1% |
| 5.5 | 18 | 1.1% |
| 21.6 | 18 | 1.1% |
| 23.7 | 17 | 1.1% |
| 7.8 | 17 | 1.1% |
| 9.3 | 16 | 1.0% |
| 21 | 15 | 0.9% |
| 20.5 | 14 | 0.9% |
| Other values (333) | 1429 |
| Value | Count | Frequency (%) |
| -9.1 | 1 | 0.1% |
| -8.4 | 4 | |
| -7.2 | 1 | 0.1% |
| -5.3 | 1 | 0.1% |
| -4.9 | 1 | 0.1% |
| -4.5 | 2 | |
| -3.9 | 4 | |
| -3.6 | 1 | 0.1% |
| -3.4 | 3 | |
| -3.1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 35.6 | 1 | 0.1% |
| 35.5 | 2 | |
| 34.9 | 1 | 0.1% |
| 34.8 | 2 | |
| 34.4 | 1 | 0.1% |
| 34.3 | 1 | 0.1% |
| 33.9 | 1 | 0.1% |
| 33.8 | 1 | 0.1% |
| 33.7 | 4 | |
| 33.4 | 1 | 0.1% |
dew
Real number (ℝ)
HIGH CORRELATION
| Distinct | 313 |
|---|---|
| Distinct (%) | 19.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.75075 |
| Minimum | -18.4 |
|---|---|
| Maximum | 24.3 |
| Zeros | 13 |
| Zeros (%) | 0.8% |
| Negative | 425 |
| Negative (%) | 26.6% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | -18.4 |
|---|---|
| 5-th percentile | -8.3 |
| Q1 | -0.8 |
| median | 8.3 |
| Q3 | 16.8 |
| 95-th percentile | 22.1 |
| Maximum | 24.3 |
| Range | 42.7 |
| Interquartile range (IQR) | 17.6 |
Descriptive statistics
| Standard deviation | 10.026459 |
|---|---|
| Coefficient of variation (CV) | 1.2936115 |
| Kurtosis | -0.99816486 |
| Mean | 7.75075 |
| Median Absolute Deviation (MAD) | 8.9 |
| Skewness | -0.23157023 |
| Sum | 12401.2 |
| Variance | 100.52988 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20 | 20 | 1.2% |
| 22.8 | 20 | 1.2% |
| 20.7 | 20 | 1.2% |
| 21.1 | 19 | 1.2% |
| 22.1 | 18 | 1.1% |
| 17.9 | 17 | 1.1% |
| 1.1 | 17 | 1.1% |
| 18.8 | 16 | 1.0% |
| 11.1 | 16 | 1.0% |
| 19.9 | 16 | 1.0% |
| Other values (303) | 1421 |
| Value | Count | Frequency (%) |
| -18.4 | 3 | |
| -17.8 | 1 | 0.1% |
| -17.3 | 1 | 0.1% |
| -17.2 | 1 | 0.1% |
| -16.7 | 1 | 0.1% |
| -15.6 | 1 | 0.1% |
| -15.2 | 1 | 0.1% |
| -15 | 2 | |
| -14.6 | 1 | 0.1% |
| -14.4 | 4 |
| Value | Count | Frequency (%) |
| 24.3 | 2 | 0.1% |
| 24.2 | 2 | 0.1% |
| 23.9 | 2 | 0.1% |
| 23.8 | 1 | 0.1% |
| 23.7 | 1 | 0.1% |
| 23.6 | 1 | 0.1% |
| 23.3 | 8 | |
| 23.2 | 3 | 0.2% |
| 23.1 | 2 | 0.1% |
| 23 | 1 | 0.1% |
humidity
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1431 |
|---|---|
| Distinct (%) | 89.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.927844 |
| Minimum | 15.85 |
|---|---|
| Maximum | 99.89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 15.85 |
|---|---|
| 5-th percentile | 32.7865 |
| Q1 | 47.845 |
| median | 65.175 |
| Q3 | 79.955 |
| 95-th percentile | 91.261 |
| Maximum | 99.89 |
| Range | 84.04 |
| Interquartile range (IQR) | 32.11 |
Descriptive statistics
| Standard deviation | 19.079419 |
|---|---|
| Coefficient of variation (CV) | 0.29845242 |
| Kurtosis | -0.96007355 |
| Mean | 63.927844 |
| Median Absolute Deviation (MAD) | 15.96 |
| Skewness | -0.20954517 |
| Sum | 102284.55 |
| Variance | 364.02424 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 45.7 | 4 | 0.2% |
| 57.11 | 3 | 0.2% |
| 31.55 | 3 | 0.2% |
| 49.58 | 3 | 0.2% |
| 90.05 | 3 | 0.2% |
| 90.04 | 3 | 0.2% |
| 73.2 | 3 | 0.2% |
| 60.65 | 3 | 0.2% |
| 78.17 | 3 | 0.2% |
| 88.49 | 3 | 0.2% |
| Other values (1421) | 1569 |
| Value | Count | Frequency (%) |
| 15.85 | 1 | |
| 16.86 | 1 | |
| 17.03 | 1 | |
| 17.85 | 1 | |
| 18.71 | 1 | |
| 18.87 | 1 | |
| 19.66 | 1 | |
| 19.83 | 1 | |
| 20.28 | 1 | |
| 20.55 | 1 |
| Value | Count | Frequency (%) |
| 99.89 | 2 | |
| 99.85 | 1 | |
| 97.1 | 1 | |
| 96.98 | 1 | |
| 96.9 | 1 | |
| 96.85 | 1 | |
| 96.83 | 1 | |
| 96.68 | 1 | |
| 96.58 | 1 | |
| 96.21 | 1 |
precip
Real number (ℝ)
ZEROS
| Distinct | 126 |
|---|---|
| Distinct (%) | 7.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.12204188 |
| Minimum | 0 |
|---|---|
| Maximum | 25.871 |
| Zeros | 1445 |
| Zeros (%) | 90.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.338 |
| Maximum | 25.871 |
| Range | 25.871 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.92059968 |
|---|---|
| Coefficient of variation (CV) | 7.5433099 |
| Kurtosis | 411.54507 |
| Mean | 0.12204188 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 17.227086 |
| Sum | 195.267 |
| Variance | 0.84750377 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1445 | |
| 0.022 | 9 | 0.6% |
| 0.018 | 5 | 0.3% |
| 0.011 | 5 | 0.3% |
| 0.278 | 4 | 0.2% |
| 0.267 | 4 | 0.2% |
| 0.006 | 3 | 0.2% |
| 0.946 | 2 | 0.1% |
| 0.036 | 2 | 0.1% |
| 0.143 | 2 | 0.1% |
| Other values (116) | 119 | 7.4% |
| Value | Count | Frequency (%) |
| 0 | 1445 | |
| 0.006 | 3 | 0.2% |
| 0.008 | 1 | 0.1% |
| 0.009 | 1 | 0.1% |
| 0.011 | 5 | 0.3% |
| 0.012 | 1 | 0.1% |
| 0.014 | 1 | 0.1% |
| 0.015 | 1 | 0.1% |
| 0.018 | 5 | 0.3% |
| 0.019 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 25.871 | 1 | |
| 11.133 | 1 | |
| 8.847 | 1 | |
| 8.046 | 1 | |
| 7.246 | 1 | |
| 7.08 | 1 | |
| 6.605 | 1 | |
| 5.172 | 1 | |
| 4.713 | 1 | |
| 4.551 | 1 |
snow
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.6 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1600 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1600 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1600 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1600 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1600 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1600 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1600 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1600 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1600 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1600 |
snowdepth
Real number (ℝ)
ZEROS
| Distinct | 41 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0427125 |
| Minimum | 0 |
|---|---|
| Maximum | 6.71 |
| Zeros | 1542 |
| Zeros (%) | 96.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 6.71 |
| Range | 6.71 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.42119757 |
|---|---|
| Coefficient of variation (CV) | 9.861225 |
| Kurtosis | 171.2107 |
| Mean | 0.0427125 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.675098 |
| Sum | 68.34 |
| Variance | 0.1774074 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=41)
| Value | Count | Frequency (%) |
| 0 | 1542 | |
| 0.03 | 5 | 0.3% |
| 0.1 | 5 | 0.3% |
| 0.3 | 4 | 0.2% |
| 0.05 | 3 | 0.2% |
| 0.4 | 2 | 0.1% |
| 0.2 | 2 | 0.1% |
| 0.11 | 2 | 0.1% |
| 0.02 | 2 | 0.1% |
| 0.01 | 2 | 0.1% |
| Other values (31) | 31 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 1542 | |
| 0.01 | 2 | 0.1% |
| 0.02 | 2 | 0.1% |
| 0.03 | 5 | 0.3% |
| 0.04 | 1 | 0.1% |
| 0.05 | 3 | 0.2% |
| 0.08 | 1 | 0.1% |
| 0.1 | 5 | 0.3% |
| 0.11 | 2 | 0.1% |
| 0.15 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 6.71 | 1 | |
| 6.68 | 1 | |
| 6.13 | 1 | |
| 5.64 | 1 | |
| 5.43 | 1 | |
| 5.23 | 1 | |
| 4.94 | 1 | |
| 3.87 | 1 | |
| 2.29 | 1 | |
| 2.24 | 1 |
windspeed
Real number (ℝ)
ZEROS
| Distinct | 281 |
|---|---|
| Distinct (%) | 17.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.0825 |
| Minimum | 0 |
|---|---|
| Maximum | 43.8 |
| Zeros | 66 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.3 |
| Q1 | 7.5 |
| median | 12.3 |
| Q3 | 17.6 |
| 95-th percentile | 27.5 |
| Maximum | 43.8 |
| Range | 43.8 |
| Interquartile range (IQR) | 10.1 |
Descriptive statistics
| Standard deviation | 7.7566518 |
|---|---|
| Coefficient of variation (CV) | 0.59290287 |
| Kurtosis | 0.45909076 |
| Mean | 13.0825 |
| Median Absolute Deviation (MAD) | 4.9 |
| Skewness | 0.6326675 |
| Sum | 20932 |
| Variance | 60.165647 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 66 | 4.1% |
| 4.8 | 39 | 2.4% |
| 6.7 | 39 | 2.4% |
| 7.1 | 27 | 1.7% |
| 5.2 | 26 | 1.6% |
| 7.4 | 25 | 1.6% |
| 12.6 | 23 | 1.4% |
| 5.4 | 21 | 1.3% |
| 12.4 | 21 | 1.3% |
| 9.2 | 21 | 1.3% |
| Other values (271) | 1292 |
| Value | Count | Frequency (%) |
| 0 | 66 | |
| 0.1 | 7 | 0.4% |
| 0.2 | 4 | 0.2% |
| 0.3 | 5 | 0.3% |
| 0.4 | 18 | 1.1% |
| 0.5 | 16 | 1.0% |
| 0.6 | 2 | 0.1% |
| 0.7 | 5 | 0.3% |
| 0.8 | 5 | 0.3% |
| 0.9 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 43.8 | 1 | |
| 43.7 | 1 | |
| 40.6 | 1 | |
| 38.9 | 1 | |
| 38.2 | 1 | |
| 38 | 1 | |
| 37.4 | 1 | |
| 36.8 | 1 | |
| 36.4 | 1 | |
| 36.3 | 1 |
cloudcover
Real number (ℝ)
ZEROS
| Distinct | 232 |
|---|---|
| Distinct (%) | 14.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.322375 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 122 |
| Zeros (%) | 7.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 28.8 |
| median | 79.3 |
| Q3 | 92.8 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 64 |
Descriptive statistics
| Standard deviation | 32.748869 |
|---|---|
| Coefficient of variation (CV) | 0.50913651 |
| Kurtosis | -1.0931825 |
| Mean | 64.322375 |
| Median Absolute Deviation (MAD) | 20.7 |
| Skewness | -0.56158862 |
| Sum | 102915.8 |
| Variance | 1072.4884 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24.4 | 200 | 12.5% |
| 100 | 183 | 11.4% |
| 79.3 | 137 | 8.6% |
| 0 | 122 | 7.6% |
| 44.6 | 93 | 5.8% |
| 89.1 | 41 | 2.6% |
| 25.3 | 31 | 1.9% |
| 98.8 | 30 | 1.9% |
| 99.6 | 28 | 1.8% |
| 81.3 | 26 | 1.6% |
| Other values (222) | 709 |
| Value | Count | Frequency (%) |
| 0 | 122 | |
| 1 | 1 | 0.1% |
| 3.2 | 1 | 0.1% |
| 20.8 | 1 | 0.1% |
| 23.5 | 1 | 0.1% |
| 24.4 | 200 | |
| 24.8 | 1 | 0.1% |
| 25.3 | 31 | 1.9% |
| 25.4 | 1 | 0.1% |
| 25.8 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 100 | 183 | |
| 99.8 | 7 | 0.4% |
| 99.6 | 28 | 1.8% |
| 99.5 | 5 | 0.3% |
| 99.3 | 3 | 0.2% |
| 99.2 | 23 | 1.4% |
| 99.1 | 1 | 0.1% |
| 99 | 3 | 0.2% |
| 98.8 | 30 | 1.9% |
| 98.7 | 1 | 0.1% |
visibility
Real number (ℝ)
HIGH CORRELATION
| Distinct | 83 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.344125 |
| Minimum | 0.1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 10.5 |
| Q1 | 16 |
| median | 16 |
| Q3 | 16 |
| 95-th percentile | 16 |
| Maximum | 16 |
| Range | 15.9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.3237368 |
|---|---|
| Coefficient of variation (CV) | 0.15144147 |
| Kurtosis | 17.094028 |
| Mean | 15.344125 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.1150978 |
| Sum | 24550.6 |
| Variance | 5.3997528 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16 | 1351 | |
| 15.9 | 40 | 2.5% |
| 14.2 | 20 | 1.2% |
| 15.8 | 18 | 1.1% |
| 15.6 | 13 | 0.8% |
| 13.3 | 9 | 0.6% |
| 11.5 | 8 | 0.5% |
| 15.7 | 8 | 0.5% |
| 15.5 | 5 | 0.3% |
| 10.7 | 5 | 0.3% |
| Other values (73) | 123 | 7.7% |
| Value | Count | Frequency (%) |
| 0.1 | 3 | |
| 1 | 1 | 0.1% |
| 2 | 1 | 0.1% |
| 2.3 | 2 | |
| 2.4 | 1 | 0.1% |
| 2.5 | 2 | |
| 2.6 | 1 | 0.1% |
| 3.1 | 3 | |
| 3.2 | 1 | 0.1% |
| 3.3 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 16 | 1351 | |
| 15.9 | 40 | 2.5% |
| 15.8 | 18 | 1.1% |
| 15.7 | 8 | 0.5% |
| 15.6 | 13 | 0.8% |
| 15.5 | 5 | 0.3% |
| 15.4 | 3 | 0.2% |
| 15.3 | 2 | 0.1% |
| 15.2 | 3 | 0.2% |
| 15 | 2 | 0.1% |
increase_stock
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.6 KiB |
| low_bike_demand | |
|---|---|
| high_bike_demand |
Length
| Max length | 16 |
|---|---|
| Median length | 15 |
| Mean length | 15.18 |
| Min length | 15 |
Characters and Unicode
| Total characters | 24288 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | low_bike_demand |
|---|---|
| 2nd row | low_bike_demand |
| 3rd row | low_bike_demand |
| 4th row | low_bike_demand |
| 5th row | low_bike_demand |
Common Values
| Value | Count | Frequency (%) |
| low_bike_demand | 1312 | |
| high_bike_demand | 288 | 18.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| low_bike_demand | 1312 | |
| high_bike_demand | 288 | 18.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 3200 | |
| e | 3200 | |
| d | 3200 | |
| i | 1888 | |
| b | 1600 | |
| k | 1600 | |
| m | 1600 | |
| a | 1600 | |
| n | 1600 | |
| l | 1312 | 5.4% |
| Other values (4) | 3488 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 21088 | |
| Connector Punctuation | 3200 | 13.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3200 | |
| d | 3200 | |
| i | 1888 | |
| b | 1600 | |
| k | 1600 | |
| m | 1600 | |
| a | 1600 | |
| n | 1600 | |
| l | 1312 | |
| o | 1312 | |
| Other values (3) | 2176 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 3200 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 21088 | |
| Common | 3200 | 13.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 3200 | |
| d | 3200 | |
| i | 1888 | |
| b | 1600 | |
| k | 1600 | |
| m | 1600 | |
| a | 1600 | |
| n | 1600 | |
| l | 1312 | |
| o | 1312 | |
| Other values (3) | 2176 |
Common
| Value | Count | Frequency (%) |
| _ | 3200 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24288 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| _ | 3200 | |
| e | 3200 | |
| d | 3200 | |
| i | 1888 | |
| b | 1600 | |
| k | 1600 | |
| m | 1600 | |
| a | 1600 | |
| n | 1600 | |
| l | 1312 | 5.4% |
| Other values (4) | 3488 |
| cloudcover | day_of_week | dew | holiday | hour_of_day | humidity | increase_stock | month | precip | snowdepth | summertime | temp | visibility | weekday | windspeed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| cloudcover | 1.000 | 0.051 | 0.100 | 0.000 | -0.013 | 0.378 | 0.167 | -0.068 | 0.349 | 0.065 | 0.218 | -0.080 | -0.317 | 0.044 | 0.108 |
| day_of_week | 0.051 | 1.000 | 0.018 | 0.219 | -0.004 | 0.014 | 0.114 | -0.033 | 0.050 | 0.006 | 0.000 | 0.008 | -0.009 | 0.998 | 0.045 |
| dew | 0.100 | 0.018 | 1.000 | 0.063 | -0.021 | 0.473 | 0.162 | 0.273 | 0.143 | -0.247 | 0.663 | 0.873 | -0.163 | 0.121 | -0.141 |
| holiday | 0.000 | 0.219 | 0.063 | 1.000 | 0.013 | -0.017 | 0.000 | -0.018 | 0.032 | -0.017 | 0.126 | -0.059 | 0.007 | 0.112 | -0.024 |
| hour_of_day | -0.013 | -0.004 | -0.021 | 0.013 | 1.000 | -0.327 | 0.515 | -0.016 | 0.044 | -0.018 | 0.000 | 0.156 | 0.071 | 0.000 | 0.185 |
| humidity | 0.378 | 0.014 | 0.473 | -0.017 | -0.327 | 1.000 | 0.308 | 0.161 | 0.379 | -0.004 | 0.133 | 0.010 | -0.513 | 0.052 | -0.344 |
| increase_stock | 0.167 | 0.114 | 0.162 | 0.000 | 0.515 | 0.308 | 1.000 | -0.040 | 0.111 | 0.091 | 0.213 | -0.337 | -0.154 | 0.112 | -0.125 |
| month | -0.068 | -0.033 | 0.273 | -0.018 | -0.016 | 0.161 | -0.040 | 1.000 | 0.013 | -0.230 | 0.933 | 0.215 | -0.012 | 0.050 | -0.192 |
| precip | 0.349 | 0.050 | 0.143 | 0.032 | 0.044 | 0.379 | 0.111 | 0.013 | 1.000 | 0.075 | 0.000 | -0.020 | -0.488 | 0.000 | 0.040 |
| snowdepth | 0.065 | 0.006 | -0.247 | -0.017 | -0.018 | -0.004 | 0.091 | -0.230 | 0.075 | 1.000 | 0.111 | -0.282 | -0.095 | 0.067 | 0.085 |
| summertime | 0.218 | 0.000 | 0.663 | 0.126 | 0.000 | 0.133 | 0.213 | 0.933 | 0.000 | 0.111 | 1.000 | 0.708 | 0.035 | 0.000 | -0.003 |
| temp | -0.080 | 0.008 | 0.873 | -0.059 | 0.156 | 0.010 | -0.337 | 0.215 | -0.020 | -0.282 | 0.708 | 1.000 | 0.053 | 0.059 | 0.009 |
| visibility | -0.317 | -0.009 | -0.163 | 0.007 | 0.071 | -0.513 | -0.154 | -0.012 | -0.488 | -0.095 | 0.035 | 0.053 | 1.000 | 0.000 | 0.128 |
| weekday | 0.044 | 0.998 | 0.121 | 0.112 | 0.000 | 0.052 | 0.112 | 0.050 | 0.000 | 0.067 | 0.000 | 0.059 | 0.000 | 1.000 | -0.033 |
| windspeed | 0.108 | 0.045 | -0.141 | -0.024 | 0.185 | -0.344 | -0.125 | -0.192 | 0.040 | 0.085 | -0.003 | 0.009 | 0.128 | -0.033 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| hour_of_day | day_of_week | month | holiday | weekday | summertime | temp | dew | humidity | precip | snow | snowdepth | windspeed | cloudcover | visibility | increase_stock | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5 | 5 | 1 | 0 | 0 | 0 | -7.2 | -15.0 | 53.68 | 0.0 | 0 | 0.0 | 16.3 | 31.6 | 16.0 | low_bike_demand |
| 1 | 21 | 4 | 1 | 0 | 1 | 0 | -1.3 | -12.8 | 40.97 | 0.0 | 0 | 0.0 | 23.9 | 85.7 | 16.0 | low_bike_demand |
| 2 | 21 | 3 | 8 | 0 | 1 | 1 | 26.9 | 21.8 | 73.39 | 0.0 | 0 | 0.0 | 0.0 | 81.1 | 16.0 | low_bike_demand |
| 3 | 1 | 6 | 1 | 0 | 0 | 0 | 3.1 | -4.0 | 59.74 | 0.0 | 0 | 0.0 | 19.2 | 0.0 | 16.0 | low_bike_demand |
| 4 | 17 | 0 | 3 | 0 | 1 | 0 | 11.7 | -11.4 | 18.71 | 0.0 | 0 | 0.0 | 10.5 | 44.6 | 16.0 | low_bike_demand |
| 5 | 17 | 3 | 3 | 0 | 1 | 1 | 27.1 | 12.8 | 40.98 | 0.0 | 0 | 0.0 | 13.6 | 81.3 | 16.0 | high_bike_demand |
| 6 | 20 | 4 | 7 | 0 | 1 | 1 | 30.9 | 24.3 | 67.71 | 0.0 | 0 | 0.0 | 20.3 | 50.3 | 16.0 | low_bike_demand |
| 7 | 0 | 1 | 12 | 0 | 1 | 0 | 4.9 | -1.7 | 62.46 | 0.0 | 0 | 0.0 | 21.5 | 100.0 | 16.0 | low_bike_demand |
| 8 | 18 | 0 | 11 | 0 | 1 | 0 | 16.6 | 13.8 | 83.56 | 0.0 | 0 | 0.0 | 18.1 | 88.9 | 16.0 | low_bike_demand |
| 9 | 7 | 5 | 1 | 0 | 0 | 0 | -4.5 | -12.2 | 55.14 | 0.0 | 0 | 0.0 | 12.4 | 24.4 | 16.0 | low_bike_demand |
| hour_of_day | day_of_week | month | holiday | weekday | summertime | temp | dew | humidity | precip | snow | snowdepth | windspeed | cloudcover | visibility | increase_stock | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1590 | 1 | 6 | 4 | 0 | 0 | 1 | 7.8 | -1.1 | 53.61 | 0.000 | 0 | 0.0 | 20.7 | 79.3 | 16.0 | low_bike_demand |
| 1591 | 21 | 4 | 7 | 0 | 1 | 1 | 29.7 | 21.6 | 61.85 | 0.000 | 0 | 0.0 | 12.6 | 24.4 | 16.0 | low_bike_demand |
| 1592 | 8 | 2 | 3 | 0 | 1 | 0 | 4.4 | 0.2 | 74.63 | 0.000 | 0 | 0.0 | 0.0 | 24.4 | 16.0 | low_bike_demand |
| 1593 | 13 | 2 | 11 | 0 | 1 | 0 | 12.2 | 2.8 | 52.70 | 0.000 | 0 | 0.0 | 18.5 | 89.1 | 16.0 | low_bike_demand |
| 1594 | 22 | 6 | 9 | 0 | 0 | 1 | 23.2 | 19.2 | 78.17 | 0.000 | 0 | 0.0 | 9.1 | 47.6 | 16.0 | low_bike_demand |
| 1595 | 3 | 5 | 6 | 0 | 0 | 1 | 21.5 | 19.4 | 87.68 | 0.000 | 0 | 0.0 | 10.6 | 24.4 | 16.0 | low_bike_demand |
| 1596 | 14 | 0 | 6 | 0 | 1 | 1 | 23.2 | 20.1 | 82.43 | 2.217 | 0 | 0.0 | 9.8 | 92.1 | 10.4 | low_bike_demand |
| 1597 | 13 | 0 | 3 | 0 | 1 | 1 | 13.9 | -2.2 | 32.93 | 0.000 | 0 | 2.0 | 18.2 | 79.3 | 16.0 | low_bike_demand |
| 1598 | 14 | 5 | 3 | 0 | 0 | 1 | 11.7 | -9.3 | 22.09 | 0.000 | 0 | 0.0 | 5.8 | 24.4 | 16.0 | high_bike_demand |
| 1599 | 22 | 6 | 2 | 0 | 0 | 0 | 4.2 | 1.7 | 84.11 | 1.081 | 0 | 0.0 | 21.9 | 97.4 | 16.0 | low_bike_demand |